We present a novel application of the chunking parser for data-driven semantic interpretation of spoken route directions into route graphs that are useful for robot navigation. Various sets of features and machine learning algorithms were explored. The results indicate that our approach is robust to speech recognition errors, and could be easily used in other languages using simple features.